{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## 实验记录\n",
    "<p>第二天</p>\n",
    "<ul>\n",
    "<li>增加模型深度:89.5%</li>\n",
    "<li>增加批量归一化:87.850%</li>\n",
    "<li>跳跃连接:89.6%</li>\n",
    "</ul>"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from torchvision import datasets,transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision\n",
    "import torch.optim as optim\n",
    "import os\n",
    "os.environ['CUDA_LAUNCH_BLOCKING']=\"1\""
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T01:58:40.244668Z",
     "start_time": "2023-11-10T01:58:15.291256700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "data_path = '../data2/p1ch7/'\n",
    "cifar10 = datasets.CIFAR10(data_path,download=False,train=True,transform=transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.4914,0.4822,0.4465),(0.2470,0.2435,0.2616))\n",
    "]))\n",
    "cifar10_val = datasets.CIFAR10(data_path,download=False,train=False,transform=transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.4914,0.4822,0.4465),(0.2470,0.2435,0.2616))\n",
    "]))\n",
    "\n",
    "label_map ={0:0,2:1}\n",
    "cifar2 = [(img,label_map[label])for img,label in cifar10 if label in [0,2]]\n",
    "cifar2_val = [(img,label_map[label])for img,label in cifar10_val  if label in [0,2]]\n",
    "\n",
    "def imshow(inputs):\n",
    "    inputs = inputs.numpy().transpose(1,2,0)\n",
    "    plt.imshow(inputs)\n",
    "    plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T01:59:14.787247100Z",
     "start_time": "2023-11-10T01:58:58.317606300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200 40\n"
     ]
    }
   ],
   "source": [
    "train_loader = torch.utils.data.DataLoader(cifar2,batch_size=50,shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(cifar2_val,batch_size=50,shuffle=True)\n",
    "print(len(train_loader),len(test_loader))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T01:59:35.907065800Z",
     "start_time": "2023-11-10T01:59:35.897062400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1,\n",
      "        0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0,\n",
      "        1, 0])\n"
     ]
    }
   ],
   "source": [
    "inputs,labels = next(iter(test_loader))\n",
    "imshow(torchvision.utils.make_grid(inputs))\n",
    "print(labels)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T01:59:37.889122800Z",
     "start_time": "2023-11-10T01:59:36.822522900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 创建深度网络"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "import torch.nn.functional as F\n",
    "class NetDepth(nn.Module):\n",
    "    def __init__(self,n_chans=32):\n",
    "        super().__init__()\n",
    "        self.n_chans=n_chans\n",
    "        self.conv1 = nn.Conv2d(3,n_chans,kernel_size=3,padding=1)\n",
    "        self.conv2 = nn.Conv2d(n_chans,n_chans//2,kernel_size=3,padding=1)\n",
    "        self.conv3 = nn.Conv2d(n_chans//2,n_chans//2,kernel_size=3,padding=1)\n",
    "        self.fc1 = nn.Linear(4*4*n_chans//2,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = F.max_pool2d(torch.tanh(self.conv1(x)),2)\n",
    "        out = F.max_pool2d(torch.tanh(self.conv2(out)),2)\n",
    "        out = F.max_pool2d(torch.tanh(self.conv3(out)),2)\n",
    "        out = out.view(-1,4*4*self.n_chans//2)\n",
    "        out = torch.tanh(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T01:59:40.518355300Z",
     "start_time": "2023-11-10T01:59:40.511354600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "import datetime\n",
    "def train_loop(n_epochs,model,loss_fn,train_loader,optimizer):\n",
    "    for epoch in range(1,n_epochs+1):\n",
    "        loss_train=0.0\n",
    "        for imgs,labels in train_loader:\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            loss = loss_fn(outputs,labels)\n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            loss_train+=loss.item()\n",
    "        if epoch==1 or epoch %10==0:\n",
    "            print('{}, epoch:{}, 训练损失:{}'.format(datetime.datetime.now(),epoch,loss_train/len(train_loader)))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T01:59:41.354899700Z",
     "start_time": "2023-11-10T01:59:41.328904500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-10 09:59:49.103431, epoch:1, 训练损失:0.6163501951098442\n",
      "2023-11-10 10:00:04.863421, epoch:10, 训练损失:0.3354413856565952\n",
      "2023-11-10 10:00:22.683392, epoch:20, 训练损失:0.28410724595189096\n",
      "2023-11-10 10:00:40.269405, epoch:30, 训练损失:0.24759242586791516\n",
      "2023-11-10 10:00:57.973394, epoch:40, 训练损失:0.21064878519624472\n",
      "2023-11-10 10:01:15.435394, epoch:50, 训练损失:0.1784928154759109\n",
      "2023-11-10 10:01:33.306395, epoch:60, 训练损失:0.15084439035505057\n",
      "2023-11-10 10:01:50.824392, epoch:70, 训练损失:0.12470598924905062\n",
      "2023-11-10 10:02:08.357426, epoch:80, 训练损失:0.09731978163123131\n",
      "2023-11-10 10:02:26.107432, epoch:90, 训练损失:0.076812589392066\n",
      "2023-11-10 10:02:43.798393, epoch:100, 训练损失:0.05554374661296606\n"
     ]
    }
   ],
   "source": [
    "net_depth=NetDepth()\n",
    "optimizer = optim.SGD(net_depth.parameters(),lr=0.01)\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    "train_loop(n_epochs=100,model=net_depth.cuda(),loss_fn=loss_fn,train_loader=train_loader,optimizer=optimizer)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T02:02:43.806431200Z",
     "start_time": "2023-11-10T01:59:42.055687100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "def test_loop(model,test_loader):\n",
    "    correct = 0\n",
    "    total = 0\n",
    "    with torch.no_grad():\n",
    "        for imgs,labels in test_loader:\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            _,preds = torch.max(outputs,dim=1)\n",
    "            correct+=int((preds==labels).sum())\n",
    "            total+=labels.shape[0]\n",
    "    print('精度:{:.3f}%'.format(correct/total*100))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T02:07:34.544747400Z",
     "start_time": "2023-11-10T02:07:34.539752200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:89.500%\n"
     ]
    }
   ],
   "source": [
    "test_loop(model=net_depth.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T02:07:52.612598700Z",
     "start_time": "2023-11-10T02:07:51.584585700Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 添加归一化"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [
    "class NetBatchNorm(nn.Module):\n",
    "    def __init__(self,n_chans=32):\n",
    "        super().__init__()\n",
    "        self.n_chans=n_chans\n",
    "        self.conv1 = nn.Conv2d(3,n_chans,kernel_size=3,padding=1)\n",
    "        self.conv1_batch = nn.BatchNorm2d(num_features=n_chans)\n",
    "        self.conv2 = nn.Conv2d(n_chans,n_chans//2,kernel_size=3,padding=1)\n",
    "        self.conv2_batch = nn.BatchNorm2d(num_features=n_chans//2)\n",
    "        self.conv3 = nn.Conv2d(n_chans//2,n_chans//2,kernel_size=3,padding=1)\n",
    "        self.conv3_batch = nn.BatchNorm2d(num_features=n_chans//2)\n",
    "        self.fc1 = nn.Linear(4*4*n_chans//2,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = self.conv1_batch(self.conv1(x))\n",
    "        out = F.max_pool2d(torch.tanh(out),2)\n",
    "        out = self.conv2_batch(self.conv2(out))\n",
    "        out = F.max_pool2d(torch.tanh(out),2)\n",
    "        out = self.conv3_batch(self.conv3(out))\n",
    "        out = F.max_pool2d(torch.tanh(out),2)\n",
    "\n",
    "        out = out.view(-1,4*4*self.n_chans//2)\n",
    "        out = torch.tanh(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T02:33:54.312676100Z",
     "start_time": "2023-11-10T02:33:54.303686900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-10 10:33:57.461588, epoch:1, 训练损失:0.4741853365302086\n",
      "2023-11-10 10:34:16.991572, epoch:10, 训练损失:0.2524237832799554\n",
      "2023-11-10 10:34:38.310571, epoch:20, 训练损失:0.1832757590338588\n",
      "2023-11-10 10:34:59.583571, epoch:30, 训练损失:0.14050117125734687\n",
      "2023-11-10 10:35:21.406572, epoch:40, 训练损失:0.08930553277954459\n",
      "2023-11-10 10:35:42.549600, epoch:50, 训练损失:0.060110480482690035\n",
      "2023-11-10 10:36:04.137599, epoch:60, 训练损失:0.04055215713335201\n",
      "2023-11-10 10:36:25.902570, epoch:70, 训练损失:0.02968286960036494\n",
      "2023-11-10 10:36:47.302625, epoch:80, 训练损失:0.027785102071939037\n",
      "2023-11-10 10:37:08.809571, epoch:90, 训练损失:0.012940414806362242\n",
      "2023-11-10 10:37:30.372599, epoch:100, 训练损失:0.012991323046153412\n"
     ]
    }
   ],
   "source": [
    "net_depth_norm = NetBatchNorm()\n",
    "optimizer = optim.SGD(net_depth_norm.parameters(),lr=0.01)\n",
    "train_loop(n_epochs=100,model=net_depth_norm.cuda(),loss_fn=loss_fn,train_loader=train_loader,optimizer=optimizer)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T02:37:30.379573700Z",
     "start_time": "2023-11-10T02:33:54.719675700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:87.850%\n"
     ]
    }
   ],
   "source": [
    "test_loop(model=net_depth_norm.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T02:45:40.125611400Z",
     "start_time": "2023-11-10T02:45:39.393394900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 建立更深层次的网络"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "class NetRes(nn.Module):\n",
    "    def __init__(self,n_chans):\n",
    "        super().__init__()\n",
    "        self.n_chans=n_chans\n",
    "        self.conv1 = nn.Conv2d(3,n_chans,kernel_size=3,padding=1)\n",
    "        self.conv2 = nn.Conv2d(n_chans,n_chans//2,kernel_size=3,padding=1)\n",
    "        self.conv3 = nn.Conv2d(n_chans//2,n_chans//2,kernel_size=3,padding=1)\n",
    "        self.fc1 = nn.Linear(4*4*n_chans//2,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = F.max_pool2d(torch.tanh(self.conv1(x)),2)\n",
    "        out = F.max_pool2d(torch.tanh(self.conv2(out)),2)\n",
    "        out1 = out\n",
    "        out = F.max_pool2d(torch.tanh(self.conv3(out))+out1,2)#将第二层卷积块(经过池化)的输出添加到第三层卷积块的输出中\n",
    "        out = out.view(-1,4*4*self.n_chans//2)\n",
    "        out = torch.tanh(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T03:12:09.330459400Z",
     "start_time": "2023-11-10T03:12:09.288434400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-10 11:13:57.421869, epoch:1, 训练损失:0.5595996667444706\n",
      "2023-11-10 11:14:14.906870, epoch:10, 训练损失:0.2978595758974552\n",
      "2023-11-10 11:14:34.362869, epoch:20, 训练损失:0.24817702528089286\n",
      "2023-11-10 11:14:52.680870, epoch:30, 训练损失:0.20979475550353527\n",
      "2023-11-10 11:15:11.049869, epoch:40, 训练损失:0.17800751028582454\n",
      "2023-11-10 11:15:29.213869, epoch:50, 训练损失:0.1507944069057703\n",
      "2023-11-10 11:15:47.851869, epoch:60, 训练损失:0.12368122391402721\n",
      "2023-11-10 11:16:06.899881, epoch:70, 训练损失:0.10086909933947026\n",
      "2023-11-10 11:16:26.705870, epoch:80, 训练损失:0.0790542715229094\n",
      "2023-11-10 11:16:45.689883, epoch:90, 训练损失:0.061151572535745796\n",
      "2023-11-10 11:17:04.337898, epoch:100, 训练损失:0.04503305119229481\n"
     ]
    }
   ],
   "source": [
    "net_res = NetRes(n_chans=32)\n",
    "optimizer = optim.SGD(net_res.parameters(),lr=0.01)\n",
    "train_loop(n_epochs=100,loss_fn=loss_fn,model=net_res.cuda(),optimizer=optimizer,train_loader=train_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T03:17:04.344881400Z",
     "start_time": "2023-11-10T03:13:52.374640Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:89.600%\n"
     ]
    }
   ],
   "source": [
    "test_loop(net_res.cuda().eval(),test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-10T03:17:35.443568700Z",
     "start_time": "2023-11-10T03:17:35.131568700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
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